Data Report

Dataset statistics

Number of variables	11
Number of observations	2804
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	241.1 KiB
Average record size in memory	88.0 B

Variable types

Categorical	2
Numeric	9

Warnings

`df_index` has a high cardinality: 2804 distinct values	High cardinality
`open` is highly correlated with `high` and 3 other fields	High correlation
`high` is highly correlated with `open` and 3 other fields	High correlation
`low` is highly correlated with `open` and 3 other fields	High correlation
`adj_close` is highly correlated with `open` and 3 other fields	High correlation
`volume` is highly correlated with `open` and 3 other fields	High correlation
`RSI_14` is highly correlated with `STO_14`	High correlation
`STO_14` is highly correlated with `RSI_14`	High correlation
`open` is highly correlated with `high` and 3 other fields	High correlation
`high` is highly correlated with `open` and 3 other fields	High correlation
`low` is highly correlated with `open` and 3 other fields	High correlation
`adj_close` is highly correlated with `open` and 3 other fields	High correlation
`volume` is highly correlated with `open` and 3 other fields	High correlation
`RSI_14` is highly correlated with `STO_14`	High correlation
`STO_14` is highly correlated with `RSI_14`	High correlation
`open` is highly correlated with `high` and 2 other fields	High correlation
`high` is highly correlated with `open` and 2 other fields	High correlation
`low` is highly correlated with `open` and 2 other fields	High correlation
`adj_close` is highly correlated with `open` and 2 other fields	High correlation
`RSI_14` is highly correlated with `STO_14`	High correlation
`STO_14` is highly correlated with `RSI_14`	High correlation
`RSI_14` is highly correlated with `CHO` and 2 other fields	High correlation
`CHO` is highly correlated with `RSI_14` and 5 other fields	High correlation
`volume` is highly correlated with `CHO` and 5 other fields	High correlation
`STO_14` is highly correlated with `RSI_14`	High correlation
`high` is highly correlated with `CHO` and 4 other fields	High correlation
`open` is highly correlated with `CHO` and 4 other fields	High correlation
`adj_close` is highly correlated with `CHO` and 4 other fields	High correlation
`return` is highly correlated with `RSI_14` and 1 other fields	High correlation
`low` is highly correlated with `CHO` and 4 other fields	High correlation
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`CHO` has unique values	Unique
`STO_14` has 362 (12.9%) zeros	Zeros

Reproduction

Analysis started	2021-06-16 04:20:58.474991
Analysis finished	2021-06-16 04:21:32.707220
Duration	34.23 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

df_index
Categorical

HIGH CARDINALITY
UNIFORM
UNIQUE

Distinct	2804
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	22.0 KiB

2017-10-25	1
2020-10-23	1
2014-11-12	1
2014-03-05	1
2010-07-22	1
Other values (2799)	2799

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	28040
Distinct characters	11
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2804 ?
Unique (%)	100.0%

Sample

1st row	2010-01-22
2nd row	2010-01-26
3rd row	2010-01-27
4th row	2010-01-28
5th row	2010-01-29

Common Values

Value	Count	Frequency (%)
2017-10-25	1	< 0.1%
2020-10-23	1	< 0.1%
2014-11-12	1	< 0.1%
2014-03-05	1	< 0.1%
2010-07-22	1	< 0.1%
2018-06-28	1	< 0.1%
2017-01-20	1	< 0.1%
2019-03-14	1	< 0.1%
2012-04-20	1	< 0.1%
2014-03-17	1	< 0.1%
Other values (2794)	2794	99.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
2017-10-25	1	< 0.1%
2020-10-23	1	< 0.1%
2014-11-12	1	< 0.1%
2014-03-05	1	< 0.1%
2010-07-22	1	< 0.1%
2018-06-28	1	< 0.1%
2017-01-20	1	< 0.1%
2019-03-14	1	< 0.1%
2012-04-20	1	< 0.1%
2014-03-17	1	< 0.1%
Other values (2794)	2794	99.6%

Most occurring characters

Value	Count	Frequency (%)
0	6750	24.1%
-	5608	20.0%
1	5161	18.4%
2	5025	17.9%
3	922	3.3%
8	777	2.8%
4	766	2.7%
6	762	2.7%
5	762	2.7%
7	760	2.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	22432	80.0%
Dash Punctuation	5608	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	6750	30.1%
1	5161	23.0%
2	5025	22.4%
3	922	4.1%
8	777	3.5%
4	766	3.4%
6	762	3.4%
5	762	3.4%
7	760	3.4%
9	747	3.3%

Dash Punctuation

Value	Count	Frequency (%)
-	5608	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	28040	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	6750	24.1%
-	5608	20.0%
1	5161	18.4%
2	5025	17.9%
3	922	3.3%
8	777	2.8%
4	766	2.7%
6	762	2.7%
5	762	2.7%
7	760	2.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	28040	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	6750	24.1%
-	5608	20.0%
1	5161	18.4%
2	5025	17.9%
3	922	3.3%
8	777	2.8%
4	766	2.7%
6	762	2.7%
5	762	2.7%
7	760	2.7%

open
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1988
Distinct (%)	70.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.79322753

Minimum	36.32
Maximum	119.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	36.32
5-th percentile	45.953
Q1	53.1
median	62.055
Q3	77.64
95-th percentile	109.41
Maximum	119.89
Range	83.57
Interquartile range (IQR)	24.54

Descriptive statistics

Standard deviation	19.36664502
Coefficient of variation (CV)	0.2856722673
Kurtosis	-0.1051485656
Mean	67.79322753
Median Absolute Deviation (MAD)	10.2
Skewness	0.9348437557
Sum	190092.21
Variance	375.0669393
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	13	0.5%
55	9	0.3%
53	9	0.3%
50	8	0.3%
58	8	0.3%
69	8	0.3%
57.5	7	0.2%
52.5	7	0.2%
68	7	0.2%
70.4	7	0.2%
Other values (1978)	2721	97.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.32	1	< 0.1%
36.49	1	< 0.1%
36.6	1	< 0.1%
36.75	1	< 0.1%
37.19	1	< 0.1%
37.48	1	< 0.1%
37.51	3	0.1%
37.73	1	< 0.1%
37.85	1	< 0.1%
38.01	1	< 0.1%

Value	Count	Frequency (%)
119.89	1	< 0.1%
119.75	1	< 0.1%
119.46	1	< 0.1%
119.44	1	< 0.1%
119.05	1	< 0.1%
118.94	1	< 0.1%
118.79	1	< 0.1%
118.49	1	< 0.1%
118.27	1	< 0.1%
118.26	1	< 0.1%

high
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2044
Distinct (%)	72.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.41776034

Minimum	36.61
Maximum	120.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	36.61
5-th percentile	46.5
Q1	53.7275
median	62.775
Q3	78.67
95-th percentile	110.601
Maximum	120.89
Range	84.28
Interquartile range (IQR)	24.9425

Descriptive statistics

Standard deviation	19.4604303
Coefficient of variation (CV)	0.2844353601
Kurtosis	-0.1017436866
Mean	68.41776034
Median Absolute Deviation (MAD)	10.355
Skewness	0.9387675829
Sum	191843.4
Variance	378.7083475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	13	0.5%
65	9	0.3%
60	9	0.3%
63	9	0.3%
55	8	0.3%
59	7	0.2%
63.99	7	0.2%
52.99	7	0.2%
49.35	7	0.2%
50.1	6	0.2%
Other values (2034)	2722	97.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.61	1	< 0.1%
36.75	1	< 0.1%
36.96	1	< 0.1%
37.3	1	< 0.1%
37.51	1	< 0.1%
37.63	1	< 0.1%
37.68	1	< 0.1%
37.85	1	< 0.1%
38.01	1	< 0.1%
38.33	1	< 0.1%

Value	Count	Frequency (%)
120.89	1	< 0.1%
120.66	1	< 0.1%
120.15	1	< 0.1%
119.97	1	< 0.1%
119.93	1	< 0.1%
119.83	1	< 0.1%
119.58	1	< 0.1%
119.5	1	< 0.1%
119.44	1	< 0.1%
119.29	1	< 0.1%

low
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2097
Distinct (%)	74.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.09756063

Minimum	36.01
Maximum	119.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	36.01
5-th percentile	45.123
Q1	52.4975
median	61.56
Q3	76.97
95-th percentile	108.639
Maximum	119.53
Range	83.52
Interquartile range (IQR)	24.4725

Descriptive statistics

Standard deviation	19.25837955
Coefficient of variation (CV)	0.2870205619
Kurtosis	-0.09038330103
Mean	67.09756063
Median Absolute Deviation (MAD)	10.31
Skewness	0.936066514
Sum	188141.56
Variance	370.8851831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	9	0.3%
56.5	7	0.2%
51.7	6	0.2%
55.5	6	0.2%
56	6	0.2%
54	6	0.2%
59	6	0.2%
57.5	6	0.2%
69.5	5	0.2%
54.5	5	0.2%
Other values (2087)	2742	97.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.01	1	< 0.1%
36.05	1	< 0.1%
36.2	1	< 0.1%
36.24	1	< 0.1%
36.63	1	< 0.1%
36.69	1	< 0.1%
36.75	1	< 0.1%
36.82	1	< 0.1%
36.83	1	< 0.1%
37.36	1	< 0.1%

Value	Count	Frequency (%)
119.53	1	< 0.1%
118.79	2	0.1%
118.57	1	< 0.1%
118.05	1	< 0.1%
117.96	1	< 0.1%
117.84	1	< 0.1%
117.81	1	< 0.1%
117.74	1	< 0.1%
117.72	1	< 0.1%
117.48	1	< 0.1%

adj_close
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2028
Distinct (%)	72.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	67.68993937

Minimum	36.45
Maximum	120.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	36.45
5-th percentile	45.853
Q1	52.9775
median	62
Q3	77.725
95-th percentile	109.4485
Maximum	120.72
Range	84.27
Interquartile range (IQR)	24.7475

Descriptive statistics

Standard deviation	19.40675783
Coefficient of variation (CV)	0.2867007714
Kurtosis	-0.09932680875
Mean	67.68993937
Median Absolute Deviation (MAD)	10.3
Skewness	0.9396392631
Sum	189802.59
Variance	376.6222496
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
55	10	0.4%
54	8	0.3%
56	8	0.3%
64.01	7	0.2%
70	6	0.2%
53.5	6	0.2%
51.8	6	0.2%
70.25	5	0.2%
55.05	5	0.2%
51.52	5	0.2%
Other values (2018)	2738	97.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.45	1	< 0.1%
36.5	1	< 0.1%
36.6	1	< 0.1%
36.75	1	< 0.1%
36.85	1	< 0.1%
36.86	1	< 0.1%
37.4	1	< 0.1%
37.48	2	0.1%
37.52	1	< 0.1%
37.75	1	< 0.1%

Value	Count	Frequency (%)
120.72	1	< 0.1%
120.4	1	< 0.1%
119.59	1	< 0.1%
119.45	1	< 0.1%
119.26	1	< 0.1%
119.24	1	< 0.1%
118.68	1	< 0.1%
118.62	1	< 0.1%
118.4	1	< 0.1%
118.37	1	< 0.1%

volume
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2260
Distinct (%)	80.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2898018.166

Minimum	0
Maximum	45899510
Zeros	2
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	0
5-th percentile	18
Q1	216838
median	1830010
Q3	3961882.5
95-th percentile	10100073.3
Maximum	45899510
Range	45899510
Interquartile range (IQR)	3745044.5

Descriptive statistics

Standard deviation	3865365.685
Coefficient of variation (CV)	1.333796223
Kurtosis	17.16526454
Mean	2898018.166
Median Absolute Deviation (MAD)	1829894.5
Skewness	3.152217722
Sum	8126042938
Variance	1.494105188 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34	22	0.8%
26	19	0.7%
24	17	0.6%
25	17	0.6%
12	17	0.6%
28	17	0.6%
15	16	0.6%
22	16	0.6%
21	15	0.5%
29	15	0.5%
Other values (2250)	2633	93.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2	0.1%
1	4	0.1%
2	2	0.1%
3	4	0.1%
5	2	0.1%
6	7	0.2%
7	8	0.3%
8	5	0.2%
9	5	0.2%
10	7	0.2%

Value	Count	Frequency (%)
45899510	1	< 0.1%
37160660	1	< 0.1%
34289940	1	< 0.1%
31237700	1	< 0.1%
30097830	1	< 0.1%
28912530	1	< 0.1%
28728360	1	< 0.1%
28398250	1	< 0.1%
27526870	1	< 0.1%
26825567	1	< 0.1%

RSI_14
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2787
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.79138584

Minimum	14.38390501
Maximum	82.2701558
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	14.38390501
5-th percentile	34.07193908
Q1	44.37680073
median	51.40153149
Q3	59.39856181
95-th percentile	69.91217465
Maximum	82.2701558
Range	67.8862508
Interquartile range (IQR)	15.02176107

Descriptive statistics

Standard deviation	10.91424478
Coefficient of variation (CV)	0.2107347507
Kurtosis	-0.13726454
Mean	51.79138584
Median Absolute Deviation (MAD)	7.42926744
Skewness	-0.003104048169
Sum	145223.0459
Variance	119.1207391
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
57.31903207	2	0.1%
42.91456736	2	0.1%
58.39071959	2	0.1%
39.88547646	2	0.1%
60.00618112	2	0.1%
73.86329655	2	0.1%
47.58823253	2	0.1%
37.83420067	2	0.1%
32.99216982	2	0.1%
46.75749372	2	0.1%
Other values (2777)	2784	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.38390501	1	< 0.1%
19.19322028	1	< 0.1%
19.23250512	1	< 0.1%
20.24601379	1	< 0.1%
20.43519901	1	< 0.1%
20.88636622	1	< 0.1%
21.04064535	1	< 0.1%
21.04553096	1	< 0.1%
21.21497632	1	< 0.1%
22.13958574	1	< 0.1%

Value	Count	Frequency (%)
82.2701558	1	< 0.1%
82.11275583	1	< 0.1%
81.66817866	1	< 0.1%
81.63783152	1	< 0.1%
81.43844668	1	< 0.1%
81.30189157	1	< 0.1%
80.94410619	1	< 0.1%
80.46090085	1	< 0.1%
79.61027223	1	< 0.1%
79.43850683	1	< 0.1%

STO_14
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1941
Distinct (%)	69.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.86221418

Minimum	0
Maximum	100
Zeros	362
Zeros (%)	12.9%
Negative	0
Negative (%)	0.0%
Memory size	22.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	20.16578184
median	59.22604219
Q3	91.46362728
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	71.29784545

Descriptive statistics

Standard deviation	36.46953461
Coefficient of variation (CV)	0.6647477713
Kurtosis	-1.415159177
Mean	54.86221418
Median Absolute Deviation (MAD)	34.79673529
Skewness	-0.2058783452
Sum	153833.6486
Variance	1330.026954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	476	17.0%
0	362	12.9%
4.782608696	3	0.1%
46.66666667	2	0.1%
44.48818898	2	0.1%
50.66964286	2	0.1%
9.124087591	2	0.1%
70	2	0.1%
16.75977654	2	0.1%
43.17269076	2	0.1%
Other values (1931)	1949	69.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	362	12.9%
0.1886792453	1	< 0.1%
0.2066115702	1	< 0.1%
0.2222222222	1	< 0.1%
0.2564102564	1	< 0.1%
0.3205128205	1	< 0.1%
0.4415011038	1	< 0.1%
0.4514672686	1	< 0.1%
0.5509641873	1	< 0.1%
0.5540166205	1	< 0.1%

Value	Count	Frequency (%)
100	476	17.0%
99.78902954	1	< 0.1%
99.75124378	1	< 0.1%
99.7382199	1	< 0.1%
99.69512195	1	< 0.1%
99.68553459	1	< 0.1%
99.5862069	1	< 0.1%
99.51690821	1	< 0.1%
99.49874687	1	< 0.1%
99.46091644	1	< 0.1%

CHO
Real number (ℝ)

HIGH CORRELATION
UNIQUE

Distinct	2804
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49673.18421

Minimum	-11779644.18
Maximum	11872803.46
Zeros	0
Zeros (%)	0.0%
Negative	1524
Negative (%)	54.4%
Memory size	22.0 KiB

Quantile statistics

Minimum	-11779644.18
5-th percentile	-3704335.069
Q1	-544780.5208
median	-40.61082477
Q3	668540.8088
95-th percentile	3722691.593
Maximum	11872803.46
Range	23652447.64
Interquartile range (IQR)	1213321.33

Descriptive statistics

Standard deviation	2280116.031
Coefficient of variation (CV)	45.9023529
Kurtosis	5.006596298
Mean	49673.18421
Median Absolute Deviation (MAD)	609239.8522
Skewness	-0.1008284634
Sum	139283608.5
Variance	5.198929115 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
747584.0568	1	< 0.1%
-28.29142569	1	< 0.1%
-63104.34273	1	< 0.1%
30.11442388	1	< 0.1%
-53.33327633	1	< 0.1%
1465195.806	1	< 0.1%
-1424209.889	1	< 0.1%
-11.83789577	1	< 0.1%
-3357827.818	1	< 0.1%
2325051.64	1	< 0.1%
Other values (2794)	2794	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-11779644.18	1	< 0.1%
-11755122.58	1	< 0.1%
-10641752.02	1	< 0.1%
-10635639.38	1	< 0.1%
-10441979.78	1	< 0.1%
-9892370.229	1	< 0.1%
-9850856.831	1	< 0.1%
-9666719.398	1	< 0.1%
-9389014.873	1	< 0.1%
-9318371.057	1	< 0.1%

Value	Count	Frequency (%)
11872803.46	1	< 0.1%
11441018.89	1	< 0.1%
10906629.97	1	< 0.1%
10892257.92	1	< 0.1%
10743244.47	1	< 0.1%
10475236.13	1	< 0.1%
9734150.04	1	< 0.1%
9710380.095	1	< 0.1%
9457318.155	1	< 0.1%
9378587.134	1	< 0.1%

return
Real number (ℝ)

HIGH CORRELATION

Distinct	2767
Distinct (%)	98.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0004091337009

Minimum	-0.1457470144
Maximum	0.1339514979
Zeros	25
Zeros (%)	0.9%
Negative	1351
Negative (%)	48.2%
Memory size	22.0 KiB

Quantile statistics

Minimum	-0.1457470144
5-th percentile	-0.02762426288
Q1	-0.009295309773
median	0.000326768495
Q3	0.01029545987
95-th percentile	0.02950649635
Maximum	0.1339514979
Range	0.2796985122
Interquartile range (IQR)	0.01959076964

Descriptive statistics

Standard deviation	0.01962155952
Coefficient of variation (CV)	47.95879555
Kurtosis	6.860064297
Mean	0.0004091337009
Median Absolute Deviation (MAD)	0.009767486183
Skewness	-0.2057492295
Sum	1.147210897
Variance	0.0003850055979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25	0.9%
-0.01851851852	3	0.1%
-0.01818181818	2	0.1%
0.002	2	0.1%
-0.00018178513	2	0.1%
0.02459016393	2	0.1%
0.004618937644	2	0.1%
0.003115264798	2	0.1%
-0.00495049505	2	0.1%
0.01553166069	2	0.1%
Other values (2757)	2760	98.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1457470144	1	< 0.1%
-0.1395144043	1	< 0.1%
-0.123940678	1	< 0.1%
-0.1171471927	1	< 0.1%
-0.09703258693	1	< 0.1%
-0.09477848101	1	< 0.1%
-0.08927272727	1	< 0.1%
-0.08663707332	1	< 0.1%
-0.08642192166	1	< 0.1%
-0.08628276258	1	< 0.1%

Value	Count	Frequency (%)
0.1339514979	1	< 0.1%
0.1155036095	1	< 0.1%
0.1121408712	1	< 0.1%
0.1023879621	1	< 0.1%
0.1012060829	1	< 0.1%
0.09310527244	1	< 0.1%
0.08695652174	1	< 0.1%
0.08225806452	1	< 0.1%
0.07170495768	1	< 0.1%
0.07071639586	1	< 0.1%

Target
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	22.0 KiB

1.0	1429
0.0	1375

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	8412
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	1429	51.0%
0.0	1375	49.0%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1.0	1429	51.0%
0.0	1375	49.0%

Most occurring characters

Value	Count	Frequency (%)
0	4179	49.7%
.	2804	33.3%
1	1429	17.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5608	66.7%
Other Punctuation	2804	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4179	74.5%
1	1429	25.5%

Other Punctuation

Value	Count	Frequency (%)
.	2804	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8412	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4179	49.7%
.	2804	33.3%
1	1429	17.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8412	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4179	49.7%
.	2804	33.3%
1	1429	17.0%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	open	high	low	adj_close	volume	RSI_14	STO_14	CHO	return	Target
0	2010-01-22	65.60	65.96	64.91	65.59	653711	26.550868	0.000000	-230526.994114	-0.004704	0.0
1	2010-01-26	65.05	65.36	64.12	64.98	457095	24.549947	0.000000	-153660.903303	-0.009300	0.0
2	2010-01-27	64.99	65.00	63.90	64.90	444017	24.291395	0.000000	7344.691172	-0.001231	1.0
3	2010-01-28	65.06	66.49	63.98	65.20	243961	27.380053	5.882353	70378.105506	0.004622	0.0
4	2010-01-29	65.50	65.99	64.70	64.90	129331	26.227741	0.000000	61375.649488	-0.004601	1.0
5	2010-02-01	65.40	66.16	64.79	66.05	172290	37.147644	22.549020	98129.628841	0.017720	1.0
6	2010-02-02	66.95	66.95	65.99	66.70	221228	42.342590	35.294118	137973.362470	0.009841	0.0
7	2010-02-03	66.50	66.65	66.20	66.59	269839	41.714231	36.739130	204692.472063	-0.001649	0.0
8	2010-02-04	66.10	66.21	63.12	63.40	286058	28.503826	0.000000	138855.046062	-0.047905	0.0
9	2010-02-05	62.31	63.49	60.76	62.00	680707	24.792907	0.000000	79464.247554	-0.022082	1.0

Last rows

	df_index	open	high	low	adj_close	volume	RSI_14	STO_14	CHO	return	Target
2794	2021-05-17	117.07	118.41	117.06	118.31	5279182	60.340676	100.000000	2.077768e+06	0.009127	0.0
2795	2021-05-18	118.09	118.88	117.74	118.19	5456773	59.835979	97.619048	2.173268e+06	-0.001014	0.0
2796	2021-05-19	117.07	118.54	116.94	118.01	4843732	59.038297	94.047619	2.534916e+06	-0.001523	0.0
2797	2021-05-20	118.05	118.14	117.48	117.91	4833202	58.571139	92.063492	2.918428e+06	-0.000847	1.0
2798	2021-05-21	118.01	118.13	117.10	118.01	5169068	58.921191	94.047619	4.071479e+06	0.000848	1.0
2799	2021-05-24	118.26	119.50	117.96	119.26	5788644	63.116431	100.000000	5.440808e+06	0.010592	0.0
2800	2021-05-25	119.89	119.97	118.05	118.40	5697654	58.676499	78.446115	4.354429e+06	-0.007211	1.0
2801	2021-05-26	118.94	119.58	118.79	119.24	4716894	61.523545	99.498747	3.723120e+06	0.007095	1.0
2802	2021-05-27	119.46	119.83	118.79	119.59	6038746	62.677378	100.000000	4.161002e+06	0.002935	1.0
2803	2021-05-28	119.75	120.89	119.53	120.72	5991423	66.201422	100.000000	5.391634e+06	0.009449	1.0

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Dash Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows